{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-09-11T02:18:23.777921400Z",
     "start_time": "2025-09-11T02:18:22.884329600Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "data": {
      "text/plain": "Region            East          West         North         South\nQuarters                                                        \nQ1        46282.508244  66914.831708  73687.855018  35720.257820\nQ2        47791.887944  72372.200444  47464.748623  67649.587336\nQ3        63070.408520  47182.945480   4659.448267   3774.600693\nQ4        65759.536375  72721.332182  44766.951727  36839.939005",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th>Region</th>\n      <th>East</th>\n      <th>West</th>\n      <th>North</th>\n      <th>South</th>\n    </tr>\n    <tr>\n      <th>Quarters</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Q1</th>\n      <td>46282.508244</td>\n      <td>66914.831708</td>\n      <td>73687.855018</td>\n      <td>35720.257820</td>\n    </tr>\n    <tr>\n      <th>Q2</th>\n      <td>47791.887944</td>\n      <td>72372.200444</td>\n      <td>47464.748623</td>\n      <td>67649.587336</td>\n    </tr>\n    <tr>\n      <th>Q3</th>\n      <td>63070.408520</td>\n      <td>47182.945480</td>\n      <td>4659.448267</td>\n      <td>3774.600693</td>\n    </tr>\n    <tr>\n      <th>Q4</th>\n      <td>65759.536375</td>\n      <td>72721.332182</td>\n      <td>44766.951727</td>\n      <td>36839.939005</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.DataFrame(data=np.random.rand(4, 4) * 100000,\n",
    "                    index=[\"Q1\", \"Q2\", \"Q3\", \"Q4\"],\n",
    "                    columns=[\"East\", \"West\", \"North\", \"South\"])\n",
    "data.index.name = \"Quarters\"\n",
    "data.columns.name = \"Region\"\n",
    "data"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-09-11T02:18:24.378852500Z",
     "start_time": "2025-09-11T02:18:24.345872300Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [
    {
     "data": {
      "text/plain": "<Axes: xlabel='Quarters'>"
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.plot()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-09-11T02:20:37.512094900Z",
     "start_time": "2025-09-11T02:20:36.593655700Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [],
   "source": [
    "pd.options.plotting.backend = 'matplotlib'"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-09-11T02:43:05.640777700Z",
     "start_time": "2025-09-11T02:43:05.606799700Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [
    {
     "data": {
      "text/plain": "<Axes: xlabel='Quarters'>"
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.plot()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-09-11T02:43:07.874050800Z",
     "start_time": "2025-09-11T02:43:07.501759300Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "outputs": [
    {
     "data": {
      "text/plain": "<Axes: xlabel='Quarters'>"
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.plot.bar()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2025-09-11T02:43:50.794241800Z",
     "start_time": "2025-09-11T02:43:50.476153300Z"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
